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Given recent algorithm, software, and hardware innovation, computing has enabled a plethora of new applications. As computing becomes increasingly ubiquitous, however, so does its environmental impact. This paper brings the issue to the…

Hardware Architecture · Computer Science 2020-11-06 Udit Gupta , Young Geun Kim , Sylvia Lee , Jordan Tse , Hsien-Hsin S. Lee , Gu-Yeon Wei , David Brooks , Carole-Jean Wu

Data enables Non-Governmental Organisations (NGOs) to quantify the impact of their initiatives to themselves and to others. The increasing amount of data stored today can be seen as a direct consequence of the falling costs in obtaining it.…

Human-Computer Interaction · Computer Science 2017-11-22 Matilda Rhode , Omer Rana , Tim Edwards

We propose a statistical model to understand people's perception of their carbon footprint. Driven by the observation that few people think of CO2 impact in absolute terms, we design a system to probe people's perception from simple…

Machine Learning (ML) workloads have rapidly grown in importance, but raised concerns about their carbon footprint. Four best practices can reduce ML training energy by up to 100x and CO2 emissions up to 1000x. By following best practices,…

In the past decade, global warming made several headlines and turned the attention of the whole world to it. Carbon footprint is the main factor that drives greenhouse emissions up and results in the temperature increase of the planet with…

Computers and Society · Computer Science 2023-04-04 Michalis Pachilakis , Savino Dambra , Iskander Sanchez-Rola , Leyla Bilge

Climate change, which is now considered one of the biggest threats to humanity, is also the reason behind various other environmental concerns. Continued negligence might lead us to an irreparably damaged environment. After the partial…

Software Engineering · Computer Science 2021-02-12 Karthik Ramakrishnan , Gokul P , Preet Batavia , Shreesh Tripathi

The reduction of the energy consumptions of a Telecommunication Power System represents one of the critical factors of the telecommunication technologies, both to allow a sizeable saving of economic resources and to realize "sustainable"…

Physics and Society · Physics 2011-02-25 C. Lubritto , A. Petraglia , C. Vetromile , S. Curcuruto , M. Logorelli , G. Marsico , A. D'Onofrio

Much debate nowadays is devoted to the impacts of modern information and communication technology on global carbon emissions. Green information and communication technology is a paradigm creating a sustainable and environmentally friendly…

Software Engineering · Computer Science 2024-01-04 Iztok Fister , Dušan Fister , Vili Podgorelec , Iztok Fister

Footprints provide a way to estimate the relative impact of processes and products on the global climate. Including footprint analysis in a course on energy simultaneously provides students with an understanding of this tool and a…

Physics Education · Physics 2023-08-24 Seth A. Major

Car-sharing platforms provide access to a shared rather than a private fleet of automobiles distributed in the region. Participation in such services induces changes in mobility behaviour as well as vehicle ownership patterns that could…

General Economics · Economics 2021-01-13 Levon Amatuni , Juudit Ottelin , Bernhard Steubing , José Mogollon

An increasing number of individuals, companies and organizations are interested in computing and minimizing the carbon emissions associated with their real-time electricity consumption. To achieve this, they require a carbon signal, i.e. a…

Systems and Control · Electrical Eng. & Systems 2025-01-27 Joe Gorka , Noah Rhodes , Line Roald

Climate change challenges require a notable decrease in worldwide greenhouse gas (GHG) emissions across technology sectors. Digital technologies, especially video streaming, accounting for most Internet traffic, make no exception. Video…

The latest trends in the adoption of cloud, edge, and distributed computing, as well as a rise in applying AI/ML workloads, have created a need to measure, monitor, and reduce the carbon emissions of these compute-intensive workloads and…

Networking and Internet Architecture · Computer Science 2024-06-17 Jacob Goldverg , Hasibul Jamil , Elvis Rodriguez , Tevfik Kosar

It has been noticed that through COVID-19 greenhouse gas emissions had a sudden reduction. Based on this significant observation, we decided to conduct a research to quantify the impact of scientific conferences' air-travelling, explore and…

Computers and Society · Computer Science 2023-11-28 Pavlina Mitsou , Nikoleta-Victoria Tsakalidou , Eleni Vrochidou , George A. Papakostas

Organizations are increasingly offloading their workloads to cloud platforms. For workloads with relaxed deadlines, this presents an opportunity to reduce the total carbon footprint of these computations by moving workloads to datacenters…

Networking and Internet Architecture · Computer Science 2025-04-22 Yibo Guo , Amanda Tomlinson , Runlong Su , George Porter

Machine learning (ML) requires using energy to carry out computations during the model training process. The generation of this energy comes with an environmental cost in terms of greenhouse gas emissions, depending on quantity used and the…

Machine Learning · Computer Science 2023-02-17 Alexandra Sasha Luccioni , Alex Hernandez-Garcia

From an environmental standpoint, there are a few crucial aspects of training a neural network that have a major impact on the quantity of carbon that it emits. These factors include: the location of the server used for training and the…

Computers and Society · Computer Science 2019-11-06 Alexandre Lacoste , Alexandra Luccioni , Victor Schmidt , Thomas Dandres

In recent years, the global use of online video services has increased rapidly. Today, a manifold of applications, such as video streaming, video conferencing, live broadcasting, and social networks, make use of this technology. A recent…

Image and Video Processing · Electrical Eng. & Systems 2024-02-16 Christian Herglotz , Matthias Kränzler , Robert Schober , André Kaup

The environmental impact of video streaming services has been discussed as part of the strategies towards sustainable information and communication technologies. A first step towards that is the energy profiling and assessment of energy…

Image and Video Processing · Electrical Eng. & Systems 2023-12-20 Angeliki Katsenou , Xinyi Wang , Daniel Schien , David Bull

The current emissions from computing are almost 4% of the world total. This is already more than emissions from the airline industry and are projected to rise steeply over the next two decades. By 2040 emissions from computing alone will…

Computers and Society · Computer Science 2023-03-14 Wim Vanderbauwhede
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